# Apify vs pumaDB Apify records 4,147,762 monthly visits with +3.9% month-over-month growth and Freemium, Contact for Pricing pricing. pumaDB records 0 monthly visits with 0% growth and Freemium pricing. | Metric | [Apify](https://openaitools.app/tool/apify) | [pumaDB](https://openaitools.app/tool/pumadb) | | :--- | :--- | :--- | | Website URL | https://www.apify.com | https://pumadb.ai | | Categories | AI Web Scraping, AI Agent, AI API, AI Developer Tools | AI Agent, AI API, AI Developer Tools | | Pricing Model | Freemium, Contact for Pricing | Freemium | | Monthly Visits | 4,147,762 | 0 | | MoM Growth Rate | +3.9% | 0% | | Primary Market | United States | Global | | Direct Visits | 1,816,433 | 0 | | Review Score | 4.6 | 4.4 | | Saved Count | 6 | 0 | | Supported Platforms | Website | Website | ## Apify Apify started as a general-purpose web automation cloud and has grown into one of the largest marketplaces of turnkey web data extractors. The platform exposes a store of Actors — small containerized programs built by Apify and by third-party developers — that handle jobs like pulling Google Maps listings, TikTok videos, Instagram posts, Amazon prices, or crawling a documentation site into clean Markdown for a RAG pipeline. Each Actor runs on Apify's cloud, can be triggered from an API, scheduled on a recurring basis, and wired into downstream storage or applications.\n\nBecause running scrapers in production is mostly an infrastructure problem, Apify bundles the unglamorous parts: rotating residential and datacenter proxies, browser fingerprinting and anti-blocking, retry logic, dataset and key-value storage, and monitoring. Developers who would rather write their own code can build Actors with the Apify SDK in Python or JavaScript, or use Crawlee, Apify's open-source crawling and browser-automation library, which works with Playwright, Puppeteer, Selenium, and BeautifulSoup.\n\nRecently the platform has positioned itself around AI: the Apify MCP server and CLI let AI agents and assistants discover and call Actors as tools, and the Website Content Crawler Actor is explicitly designed to feed LLM applications and vector databases. Pricing follows a freemium model with monthly platform credits, pay-per-usage pricing for many Actors, and custom enterprise agreements. **Pricing & Plans:** Freemium: a free plan with monthly usage credits, paid subscription tiers that scale credits and concurrency, consumption-based charges for many marketplace Actors, and custom enterprise pricing. Developer payouts are also available for published Actors. - **Actor marketplace:** Over one hundred thousand ready-to-run scrapers and automation tools covering social media, maps, e-commerce, real estate, and general web crawling. - **MCP server and CLI:** Connect Apify Actors directly to AI assistants and agents so they can search the store, run scrapers, and pull structured results as tool calls. - **Anti-blocking and proxy infrastructure:** Managed proxy rotation and unblocking are built into the platform, so scrapers keep working when target sites add defenses. - **Crawlee and the Apify SDK:** An open-source crawling library plus Python and JavaScript SDKs for building custom Actors with Playwright, Puppeteer, Selenium, or Cheerio. - **Scheduling, storage, and integrations:** Recurring runs, dataset exports to CSV/JSON/Excel, webhooks, and integrations with LangChain, LlamaIndex, Zapier, and thousands of apps. **Strengths:** Enormous library of maintained scrapers means many jobs need no code at all; Infrastructure concerns like proxies, retries, and blocking are handled for you; Agent-ready through MCP, CLI, and API, with LangChain and LlamaIndex integrations; Generous free tier for testing plus a developer revenue-share program **Limitations:** Costs scale with usage, so high-volume scraping can get expensive quickly; Quality varies between community-built Actors and first-party ones; Target sites change frequently, so some Actors break or need updating over time [Profile (Markdown)](https://openaitools.app/tool/apify.md) ## pumaDB pumaDB solves a very specific annoyance: every AI assistant starts each conversation with amnesia. You explain your stack, your conventions and the bug you are chasing, then close the tab, and tomorrow you explain it all again. pumaDB replaces that ritual with a hosted memory store that sits outside any single model or vendor. Facts written from a ChatGPT session can be recalled in a brand new Claude chat, with nothing manually pasted in between. Under the hood it is deliberately simple. Memory lives in named tables of small structured records — project conventions, user preferences, research clippings, task state, handoff notes and reviewed technical references are the categories the team highlights. You reach that data two ways: a REST API with bearer keys for backends, workers, CLIs and serverless functions you control, and a hosted MCP endpoint at api/mcp that Codex, ChatGPT, Claude, OpenClaw and other Streamable HTTP clients can attach to via OAuth sign-in. Both surfaces operate on the same tables and rows. The selling point is the absence of setup. There is no database project to provision, no schema migration to babysit, and no API key to paste into a client — email sign-in handles OAuth for MCP connections. The service is run by a small team based in Melbourne and is aimed at individuals who want their agents to remember, and at teams that want one shared organizational memory. **Pricing & Plans:** Free tier for individuals, forever, no card required. Organization Pro is $99/month per organization for shared team memory, and Enterprise is a custom annual contract scoped with the vendor. Rate limits and API behavior are identical on Personal and Pro. - **One memory endpoint for many clients:** A single hosted MCP endpoint works with Codex, ChatGPT, Claude, OpenClaw and any Streamable HTTP MCP client, so different tools read and write the same memory store. - **Cross-tool memory handoff:** Write a fact from one assistant and recall it later from a completely different one. Nothing needs to be pasted manually between sessions. - **REST and MCP on the same tables:** Trusted server-side code uses bearer-key REST calls; authorized agents use OAuth-scoped MCP tools. Both go through the same rows, tables and limits. - **OAuth-first connection setup:** MCP clients sign in by email and pumaDB handles OAuth and dynamic client registration, so there is no infrastructure to provision and no API key stored in the client config. - **Version history and restore:** Rows keep version history with a retention window, plus viewer and download links, so a bad write or an over-eager agent edit can be rolled back. **Strengths:** No database project, schema or migration work to manage; Same memory readable and writable across competing AI vendors; Free personal tier is genuinely useful with 20 tables and 1,000 rows each; OAuth handling removes API keys from client configuration **Limitations:** Not a vector store, so semantic search over unstructured text is out of scope; Memory is keyed to named tables and row limits, which takes planning at scale; Team features require the $99/month Organization Pro plan [Profile (Markdown)](https://openaitools.app/tool/pumadb.md) ## Frequently Asked Questions ### How do Apify and pumaDB compare in monthly traffic? Apify has 4,147,762 monthly visits, while pumaDB has 0. Traffic estimates describe audience size, not product quality. ### How do their growth rates compare? Apify has a month-over-month growth rate of +3.9%; pumaDB has 0%. ### How does pricing compare? Apify: Freemium, Contact for Pricing. Freemium: a free plan with monthly usage credits, paid subscription tiers that scale credits and concurrency, consumption-based charges for many marketplace Actors, and custom enterprise pricing. Developer payouts are also available for published Actors. pumaDB: Freemium. Free tier for individuals, forever, no card required. Organization Pro is $99/month per organization for shared team memory, and Enterprise is a custom annual contract scoped with the vendor. Rate limits and API behavior are identical on Personal and Pro. ## Alternatives | # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) | | 2 | [n8n](https://openaitools.app/tool/n8n) | 4,522,449 | -7.4% | Freemium | Open-source workflow automation built for AI agents and technical teams | [.md](https://openaitools.app/tool/n8n.md) | | 3 | [Hermes-Agent](https://openaitools.app/tool/hermes-agent-1) | 3,638,741 | -5.4% | Freemium | A free, open-source personal AI agent that learns your projects and works across every messaging app. | [.md](https://openaitools.app/tool/hermes-agent-1.md) | | 4 | [Clawdbot (OpenClaw)](https://openaitools.app/tool/clawdbot) | 1,903,068 | -25.4% | Paid, Free | Open-source personal AI assistant that runs on your own machine and works from chat apps | [.md](https://openaitools.app/tool/clawdbot.md) | | 5 | [Firecrawl](https://openaitools.app/tool/firecrawl-dev) | 1,828,239 | -1.9% | Freemium, Contact for Pricing | Provides direct LLM-ready markdown conversion via API, but lacks Apify's massive marketplace of pre-built scraping actors. | [.md](https://openaitools.app/tool/firecrawl-dev.md) | | 6 | [Clay](https://openaitools.app/tool/clay-2-0) | 1,267,465 | -2.7% | Freemium, Free Trial, Contact for Pricing | Build GTM systems that turn data into revenue | [.md](https://openaitools.app/tool/clay-2-0.md) | | 7 | [Bright Data](https://openaitools.app/tool/bright-data) | 802,752 | -5.9% | Free Trial, Paid | Offers enterprise-grade proxy networks and raw web data infrastructure, but lacks Apify's plug-and-play actor marketplace. | [.md](https://openaitools.app/tool/bright-data.md) | | 8 | [LobeHub](https://openaitools.app/tool/lobehub) | 654,548 | -25% | Freemium | Put always-on AI agents on your team chat | [.md](https://openaitools.app/tool/lobehub.md) | | 9 | [LlamaIndex](https://openaitools.app/tool/llamaindex) | 387,910 | +19.9% | Freemium, Contact for Pricing | Turn any document into AI-ready context with agentic parsing and extraction | [.md](https://openaitools.app/tool/llamaindex.md) | | 10 | [Gumloop](https://openaitools.app/tool/gumloop) | 379,557 | -21.1% | Freemium, Paid, Contact for Pricing | Automates complex business workflows with AI agents, but is less specialized for raw large-scale web scraping actors. | [.md](https://openaitools.app/tool/gumloop.md) | --- Source: https://openaitools.app/compare/apify-vs-pumadb More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)